Pandas Profiling Report

Dataset statistics

Number of variables	16
Number of observations	641
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	2
Duplicate rows (%)	0.3%
Total size in memory	80.3 KiB
Average record size in memory	128.2 B

Variable types

Numeric	14
Categorical	2

Alerts

Dataset has 2 (0.3%) duplicate rows	Duplicates
`p` is highly overall correlated with `cc` and 3 other fields	High correlation
`t` is highly overall correlated with `s`	High correlation
`ts` is highly overall correlated with `td`	High correlation
`td` is highly overall correlated with `ts`	High correlation
`c` is highly overall correlated with `cnhdl`	High correlation
`hdl` is highly overall correlated with `chdl`	High correlation
`cc` is highly overall correlated with `p` and 3 other fields	High correlation
`pp` is highly overall correlated with `p` and 3 other fields	High correlation
`imc` is highly overall correlated with `p` and 3 other fields	High correlation
`cct` is highly overall correlated with `p` and 3 other fields	High correlation
`cnhdl` is highly overall correlated with `c` and 1 other fields	High correlation
`chdl` is highly overall correlated with `hdl` and 1 other fields	High correlation
`s` is highly overall correlated with `t`	High correlation

Reproduction

Analysis started	2023-12-29 11:52:33.728583
Analysis finished	2023-12-29 11:52:44.073392
Duration	10.34 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

e
Real number (ℝ)

Distinct	52
Distinct (%)	8.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.984399

Minimum	18
Maximum	71
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.1 KiB

Quantile statistics

Minimum	18
5-th percentile	22
Q1	31
median	41
Q3	50
95-th percentile	60
Maximum	71
Range	53
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	11.926588
Coefficient of variation (CV)	0.29100312
Kurtosis	-0.91294798
Mean	40.984399
Median Absolute Deviation (MAD)	10
Skewness	0.042576109
Sum	26271
Variance	142.24351
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	25	3.9%
52	24	3.7%
47	24	3.7%
43	24	3.7%
38	23	3.6%
24	22	3.4%
51	21	3.3%
33	20	3.1%
41	19	3.0%
46	19	3.0%
Other values (42)	420	65.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18	2	0.3%
19	3	0.5%
20	5	0.8%
21	8	1.2%
22	17	2.7%
23	10	1.6%
24	22	3.4%
25	16	2.5%
26	19	3.0%
27	15	2.3%

Value	Count	Frequency (%)
71	1	0.2%
70	3	0.5%
69	1	0.2%
66	1	0.2%
65	3	0.5%
64	3	0.5%
63	2	0.3%
62	2	0.3%
61	9	1.4%
60	10	1.6%

s
Categorical

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	5.1 KiB

1	442
2	199

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	641
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	2
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	442	69.0%
2	199	31.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	442	69.0%
2	199	31.0%

Most occurring characters

Value	Count	Frequency (%)
1	442	69.0%
2	199	31.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	641	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	442	69.0%
2	199	31.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	641	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	442	69.0%
2	199	31.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	641	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	442	69.0%
2	199	31.0%

u
Categorical

Distinct	4
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	5.1 KiB

1	405
4	119
3	59
2	58

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	641
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	405	63.2%
4	119	18.6%
3	59	9.2%
2	58	9.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	405	63.2%
4	119	18.6%
3	59	9.2%
2	58	9.0%

Most occurring characters

Value	Count	Frequency (%)
1	405	63.2%
4	119	18.6%
3	59	9.2%
2	58	9.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	641	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	405	63.2%
4	119	18.6%
3	59	9.2%
2	58	9.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	641	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	405	63.2%
4	119	18.6%
3	59	9.2%
2	58	9.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	641	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	405	63.2%
4	119	18.6%
3	59	9.2%
2	58	9.0%

p
Real number (ℝ)

Distinct	310
Distinct (%)	48.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	70.332112

Minimum	40.5
Maximum	124.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.1 KiB

Quantile statistics

Minimum	40.5
5-th percentile	52
Q1	61.4
median	69
Q3	78
95-th percentile	96.25
Maximum	124.5
Range	84
Interquartile range (IQR)	16.6

Descriptive statistics

Standard deviation	13.180143
Coefficient of variation (CV)	0.18739865
Kurtosis	0.57590567
Mean	70.332112
Median Absolute Deviation (MAD)	8.45
Skewness	0.69917326
Sum	45082.884
Variance	173.71617
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
62	14	2.2%
63	14	2.2%
73	13	2.0%
74	12	1.9%
69	11	1.7%
68	11	1.7%
64	11	1.7%
58	10	1.6%
71	10	1.6%
60	10	1.6%
Other values (300)	525	81.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
40.5	1	0.2%
41	1	0.2%
42	2	0.3%
43	1	0.2%
45.2	1	0.2%
46.7	1	0.2%
47.7	1	0.2%
47.95	1	0.2%
48	2	0.3%
48.1	1	0.2%

Value	Count	Frequency (%)
124.5	1	0.2%
112.3	1	0.2%
110	1	0.2%
109.9	1	0.2%
109	1	0.2%
108	1	0.2%
107.8	1	0.2%
106.75	2	0.3%
105	1	0.2%
104	1	0.2%

t
Real number (ℝ)

Distinct	45
Distinct (%)	7.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.6015757

Minimum	1.38
Maximum	1.91
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.1 KiB

Quantile statistics

Minimum	1.38
5-th percentile	1.48
Q1	1.54
median	1.59
Q3	1.66
95-th percentile	1.75
Maximum	1.91
Range	0.53
Interquartile range (IQR)	0.12

Descriptive statistics

Standard deviation	0.085736775
Coefficient of variation (CV)	0.053532766
Kurtosis	0.12127825
Mean	1.6015757
Median Absolute Deviation (MAD)	0.06
Skewness	0.52046523
Sum	1026.61
Variance	0.0073507947
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
1.54	33	5.1%
1.6	33	5.1%
1.55	32	5.0%
1.56	32	5.0%
1.57	31	4.8%
1.52	30	4.7%
1.59	29	4.5%
1.58	25	3.9%
1.5	25	3.9%
1.62	25	3.9%
Other values (35)	346	54.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.38	1	0.2%
1.42	1	0.2%
1.43	2	0.3%
1.44	5	0.8%
1.45	7	1.1%
1.47	12	1.9%
1.48	11	1.7%
1.49	11	1.7%
1.5	25	3.9%
1.51	20	3.1%

Value	Count	Frequency (%)
1.91	1	0.2%
1.89	2	0.3%
1.85	1	0.2%
1.83	3	0.5%
1.82	5	0.8%
1.81	1	0.2%
1.8	1	0.2%
1.79	4	0.6%
1.78	5	0.8%
1.77	3	0.5%

ts
Real number (ℝ)

Distinct	84
Distinct (%)	13.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	118.68848

Minimum	80
Maximum	185
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.1 KiB

Quantile statistics

Minimum	80
5-th percentile	96
Q1	107
median	118
Q3	128
95-th percentile	148
Maximum	185
Range	105
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	15.929419
Coefficient of variation (CV)	0.134212
Kurtosis	0.49911017
Mean	118.68848
Median Absolute Deviation (MAD)	10
Skewness	0.60269512
Sum	76079.316
Variance	253.74638
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
120	35	5.5%
100	27	4.2%
110	25	3.9%
121	22	3.4%
117	20	3.1%
123	19	3.0%
124	17	2.7%
105	17	2.7%
108	16	2.5%
111	16	2.5%
Other values (74)	427	66.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
80	1	0.2%
84	1	0.2%
85	1	0.2%
86	1	0.2%
87	3	0.5%
88	1	0.2%
89	1	0.2%
90	6	0.9%
91	1	0.2%
92	3	0.5%

Value	Count	Frequency (%)
185	1	0.2%
170	1	0.2%
165	2	0.3%
164	1	0.2%
163	2	0.3%
162	2	0.3%
160	4	0.6%
159	1	0.2%
158	1	0.2%
155	1	0.2%

td
Real number (ℝ)

Distinct	53
Distinct (%)	8.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	75.34033

Minimum	50
Maximum	115
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.1 KiB

Quantile statistics

Minimum	50
5-th percentile	60
Q1	70
median	75
Q3	81
95-th percentile	89
Maximum	115
Range	65
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	8.8575959
Coefficient of variation (CV)	0.11756779
Kurtosis	0.37068417
Mean	75.34033
Median Absolute Deviation (MAD)	6
Skewness	0.041035907
Sum	48293.151
Variance	78.457004
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70	50	7.8%
80	37	5.8%
75	29	4.5%
77	28	4.4%
81	28	4.4%
73	27	4.2%
72	26	4.1%
60	24	3.7%
74	23	3.6%
76	22	3.4%
Other values (43)	347	54.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
50	2	0.3%
51	2	0.3%
52	1	0.2%
53	1	0.2%
54	1	0.2%
56	2	0.3%
57	2	0.3%
58	2	0.3%
59	3	0.5%
60	24	3.7%

Value	Count	Frequency (%)
115	1	0.2%
103	1	0.2%
99	2	0.3%
98	1	0.2%
96	3	0.5%
94	3	0.5%
93	1	0.2%
92	2	0.3%
91	4	0.6%
90	13	2.0%

gs
Real number (ℝ)

Distinct	81
Distinct (%)	12.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	96.377535

Minimum	64
Maximum	378
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.1 KiB

Quantile statistics

Minimum	64
5-th percentile	76
Q1	84
median	90
Q3	98
95-th percentile	135
Maximum	378
Range	314
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	29.92085
Coefficient of variation (CV)	0.31045461
Kurtosis	30.051489
Mean	96.377535
Median Absolute Deviation (MAD)	7
Skewness	4.8604598
Sum	61778
Variance	895.25724
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
85	33	5.1%
93	27	4.2%
86	27	4.2%
88	27	4.2%
87	26	4.1%
95	25	3.9%
89	23	3.6%
83	22	3.4%
90	21	3.3%
80	21	3.3%
Other values (71)	389	60.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
64	1	0.2%
66	2	0.3%
71	4	0.6%
72	6	0.9%
73	8	1.2%
74	4	0.6%
75	6	0.9%
76	14	2.2%
77	10	1.6%
78	9	1.4%

Value	Count	Frequency (%)
378	1	0.2%
317	1	0.2%
303	2	0.3%
262	1	0.2%
256	1	0.2%
255	2	0.3%
243	1	0.2%
236	1	0.2%
216	1	0.2%
208	1	0.2%

c
Real number (ℝ)

Distinct	150
Distinct (%)	23.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	186.69111

Minimum	85
Maximum	356
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.1 KiB

Quantile statistics

Minimum	85
5-th percentile	133
Q1	159
median	182
Q3	211
95-th percentile	247
Maximum	356
Range	271
Interquartile range (IQR)	52

Descriptive statistics

Standard deviation	38.343897
Coefficient of variation (CV)	0.20538684
Kurtosis	1.061402
Mean	186.69111
Median Absolute Deviation (MAD)	25
Skewness	0.58430747
Sum	119669
Variance	1470.2544
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
175	13	2.0%
204	12	1.9%
173	11	1.7%
176	11	1.7%
167	11	1.7%
161	11	1.7%
172	10	1.6%
158	10	1.6%
187	10	1.6%
242	10	1.6%
Other values (140)	532	83.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
85	1	0.2%
94	2	0.3%
97	1	0.2%
99	3	0.5%
108	1	0.2%
109	1	0.2%
110	1	0.2%
115	1	0.2%
117	2	0.3%
119	2	0.3%

Value	Count	Frequency (%)
356	1	0.2%
347	1	0.2%
341	1	0.2%
316	1	0.2%
302	1	0.2%
301	1	0.2%
295	1	0.2%
290	1	0.2%
282	1	0.2%
281	1	0.2%

hdl
Real number (ℝ)

Distinct	57
Distinct (%)	8.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43.872075

Minimum	21
Maximum	96
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.1 KiB

Quantile statistics

Minimum	21
5-th percentile	29
Q1	37
median	43
Q3	50
95-th percentile	63
Maximum	96
Range	75
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	10.635841
Coefficient of variation (CV)	0.24242849
Kurtosis	2.243345
Mean	43.872075
Median Absolute Deviation (MAD)	7
Skewness	1.0082697
Sum	28122
Variance	113.12111
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
43	35	5.5%
42	32	5.0%
40	31	4.8%
39	29	4.5%
46	28	4.4%
45	26	4.1%
41	23	3.6%
33	22	3.4%
34	21	3.3%
50	21	3.3%
Other values (47)	373	58.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21	1	0.2%
24	3	0.5%
25	3	0.5%
26	1	0.2%
27	10	1.6%
28	12	1.9%
29	6	0.9%
30	11	1.7%
31	19	3.0%
32	15	2.3%

Value	Count	Frequency (%)
96	1	0.2%
93	2	0.3%
84	1	0.2%
79	1	0.2%
78	1	0.2%
77	1	0.2%
76	1	0.2%
74	1	0.2%
72	2	0.3%
70	2	0.3%

cc
Real number (ℝ)

Distinct	217
Distinct (%)	33.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.89566453

Minimum	0.52
Maximum	1.23
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.1 KiB

Quantile statistics

Minimum	0.52
5-th percentile	0.71
Q1	0.82
median	0.89
Q3	0.974
95-th percentile	1.09
Maximum	1.23
Range	0.71
Interquartile range (IQR)	0.154

Descriptive statistics

Standard deviation	0.11551833
Coefficient of variation (CV)	0.128975
Kurtosis	-0.033444435
Mean	0.89566453
Median Absolute Deviation (MAD)	0.077
Skewness	0.03748469
Sum	574.12096
Variance	0.013344484
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.95	24	3.7%
0.93	19	3.0%
1.02	19	3.0%
0.9	19	3.0%
0.84	18	2.8%
0.85	18	2.8%
0.89	17	2.7%
0.82	16	2.5%
0.96	14	2.2%
0.76	14	2.2%
Other values (207)	463	72.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.52	1	0.2%
0.53	1	0.2%
0.55	1	0.2%
0.57	1	0.2%
0.6	1	0.2%
0.65	1	0.2%
0.66	4	0.6%
0.67	3	0.5%
0.68	2	0.3%
0.69	9	1.4%

Value	Count	Frequency (%)
1.23	1	0.2%
1.21	1	0.2%
1.19	2	0.3%
1.18	1	0.2%
1.17	4	0.6%
1.16	1	0.2%
1.15	4	0.6%
1.14	1	0.2%
1.13	1	0.2%
1.12	1	0.2%

pp
Real number (ℝ)

Distinct	538
Distinct (%)	83.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.89584

Minimum	19
Maximum	42
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.1 KiB

Quantile statistics

Minimum	19
5-th percentile	30.914167
Q1	33.209167
median	35
Q3	36.565417
95-th percentile	38.815833
Maximum	42
Range	23
Interquartile range (IQR)	3.35625

Descriptive statistics

Standard deviation	2.5131754
Coefficient of variation (CV)	0.072019341
Kurtosis	2.2934911
Mean	34.89584
Median Absolute Deviation (MAD)	1.6720833
Skewness	-0.49857215
Sum	22368.234
Variance	6.3160507
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32	14	2.2%
35	14	2.2%
36	11	1.7%
37	10	1.6%
39	8	1.2%
31	8	1.2%
40	8	1.2%
30	7	1.1%
34	7	1.1%
33	7	1.1%
Other values (528)	547	85.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	1	0.2%
24	1	0.2%
27.5	1	0.2%
29.46083333	1	0.2%
29.53333333	1	0.2%
29.65	1	0.2%
29.78333333	1	0.2%
30	7	1.1%
30.145	1	0.2%
30.15333333	1	0.2%

Value	Count	Frequency (%)
42	2	0.3%
41.15	1	0.2%
41	2	0.3%
40	8	1.2%
39.35625	1	0.2%
39.31208333	1	0.2%
39.29083333	1	0.2%
39.13375	1	0.2%
39.01875	1	0.2%
39.00791667	1	0.2%

imc
Real number (ℝ)

Distinct	591
Distinct (%)	92.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.397223

Minimum	17.71542
Maximum	44.581025
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.1 KiB

Quantile statistics

Minimum	17.71542
5-th percentile	20.730605
Q1	24.202271
median	27.02581
Q3	30.180768
95-th percentile	35.258951
Maximum	44.581025
Range	26.865605
Interquartile range (IQR)	5.9784967

Descriptive statistics

Standard deviation	4.5320756
Coefficient of variation (CV)	0.16542099
Kurtosis	0.7178845
Mean	27.397223
Median Absolute Deviation (MAD)	3.0156835
Skewness	0.63435111
Sum	17561.62
Variance	20.539709
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28.515625	3	0.5%
32.04994797	3	0.5%
26.2335558	3	0.5%
27.339912	3	0.5%
24.52434635	2	0.3%
25.45429082	2	0.3%
24.34175829	2	0.3%
25.86451247	2	0.3%
27.29322416	2	0.3%
21.79820239	2	0.3%
Other values (581)	617	96.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17.7154195	1	0.2%
17.78324955	1	0.2%
18.32027714	1	0.2%
18.42024473	2	0.3%
18.48977356	1	0.2%
18.49851472	1	0.2%
18.80920625	1	0.2%
18.97357582	1	0.2%
19.03055706	1	0.2%
19.09481126	1	0.2%

Value	Count	Frequency (%)
44.58102493	2	0.3%
44.11139456	1	0.2%
42.71982912	1	0.2%
41.74397032	1	0.2%
41.64469147	1	0.2%
41.22626201	1	0.2%
40.58441558	1	0.2%
40.51246537	1	0.2%
38.84765625	1	0.2%
38.47613426	1	0.2%

cct
Real number (ℝ)

Distinct	557
Distinct (%)	86.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.56014725

Minimum	0.33766234
Maximum	0.7987013
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.1 KiB

Quantile statistics

Minimum	0.33766234
5-th percentile	0.44303797
Q1	0.51204819
median	0.55688623
Q3	0.61046512
95-th percentile	0.68831169
Maximum	0.7987013
Range	0.46103896
Interquartile range (IQR)	0.098416924

Descriptive statistics

Standard deviation	0.073496425
Coefficient of variation (CV)	0.13120912
Kurtosis	0.016394538
Mean	0.56014725
Median Absolute Deviation (MAD)	0.048209314
Skewness	0.15129206
Sum	359.05438
Variance	0.0054017244
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	5	0.8%
0.5225806452	3	0.5%
0.5325443787	3	0.5%
0.5844155844	3	0.5%
0.5454545455	3	0.5%
0.5581395349	3	0.5%
0.6144578313	3	0.5%
0.5855263158	3	0.5%
0.7266666667	3	0.5%
0.5290322581	3	0.5%
Other values (547)	609	95.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3376623377	1	0.2%
0.3419354839	1	0.2%
0.3618421053	1	0.2%
0.3703703704	1	0.2%
0.3725490196	1	0.2%
0.3966480447	1	0.2%
0.4131736527	1	0.2%
0.4157303371	1	0.2%
0.4171779141	1	0.2%
0.417721519	2	0.3%

Value	Count	Frequency (%)
0.7987012987	1	0.2%
0.7756410256	1	0.2%
0.7655172414	1	0.2%
0.7565789474	2	0.3%
0.7388535032	1	0.2%
0.7358490566	1	0.2%
0.7266666667	3	0.5%
0.7236842105	1	0.2%
0.7232704403	1	0.2%
0.7225806452	1	0.2%

cnhdl
Real number (ℝ)

Distinct	152
Distinct (%)	23.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	142.81903

Minimum	46
Maximum	314
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.1 KiB

Quantile statistics

Minimum	46
5-th percentile	93
Q1	117
median	137
Q3	166
95-th percentile	201
Maximum	314
Range	268
Interquartile range (IQR)	49

Descriptive statistics

Standard deviation	37.147657
Coefficient of variation (CV)	0.26010299
Kurtosis	1.4328983
Mean	142.81903
Median Absolute Deviation (MAD)	24
Skewness	0.7125751
Sum	91547
Variance	1379.9484
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
115	15	2.3%
118	13	2.0%
128	13	2.0%
127	12	1.9%
125	11	1.7%
102	11	1.7%
161	10	1.6%
130	10	1.6%
123	10	1.6%
97	10	1.6%
Other values (142)	526	82.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
46	1	0.2%
50	1	0.2%
58	1	0.2%
60	1	0.2%
61	1	0.2%
62	1	0.2%
63	2	0.3%
64	1	0.2%
69	1	0.2%
73	1	0.2%

Value	Count	Frequency (%)
314	1	0.2%
306	1	0.2%
301	1	0.2%
270	1	0.2%
268	1	0.2%
253	1	0.2%
244	1	0.2%
241	1	0.2%
240	2	0.3%
233	1	0.2%

chdl
Real number (ℝ)

Distinct	500
Distinct (%)	78.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.4349402

Minimum	1.4946237
Maximum	10.515152
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.1 KiB

Quantile statistics

Minimum	1.4946237
5-th percentile	2.8305085
Q1	3.5576923
median	4.2820513
Q3	5.2222222
95-th percentile	6.547619
Maximum	10.515152
Range	9.0205279
Interquartile range (IQR)	1.6645299

Descriptive statistics

Standard deviation	1.1857635
Coefficient of variation (CV)	0.26736854
Kurtosis	1.5153124
Mean	4.4349402
Median Absolute Deviation (MAD)	0.7918552
Skewness	0.83618122
Sum	2842.7967
Variance	1.406035
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.615384615	5	0.8%
2.75	4	0.6%
3.462962963	4	0.6%
5.032258065	4	0.6%
4.272727273	4	0.6%
4	4	0.6%
5.266666667	4	0.6%
4.166666667	3	0.5%
3	3	0.5%
3.777777778	3	0.5%
Other values (490)	603	94.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.494623656	1	0.2%
1.967741935	1	0.2%
2.142857143	1	0.2%
2.230769231	1	0.2%
2.319148936	1	0.2%
2.322916667	1	0.2%
2.347222222	1	0.2%
2.383333333	2	0.3%
2.428571429	1	0.2%
2.487179487	1	0.2%

Value	Count	Frequency (%)
10.51515152	1	0.2%
9.709677419	1	0.2%
8.75	1	0.2%
8.525	1	0.2%
8.357142857	1	0.2%
7.730769231	1	0.2%
7.666666667	1	0.2%
7.5	2	0.3%
7.481481481	1	0.2%
7.333333333	1	0.2%

Auto

Heatmap
Table

	e	p	t	ts	td	gs	c	hdl	cc	pp	imc	cct	cnhdl	chdl	s	u
e	1.000	0.060	-0.205	0.283	0.146	0.328	0.307	0.116	0.206	-0.106	0.206	0.284	0.292	0.162	0.099	0.000
p	0.060	1.000	0.453	0.382	0.339	0.258	0.052	-0.297	0.818	0.796	0.812	0.616	0.152	0.325	0.304	0.102
t	-0.205	0.453	1.000	0.082	0.080	-0.017	-0.079	-0.151	0.156	0.257	-0.107	-0.223	-0.034	0.074	0.657	0.071
ts	0.283	0.382	0.082	1.000	0.767	0.273	0.120	-0.101	0.364	0.277	0.376	0.320	0.156	0.201	0.119	0.071
td	0.146	0.339	0.080	0.767	1.000	0.154	0.129	-0.116	0.321	0.264	0.337	0.287	0.172	0.212	0.000	0.000
gs	0.328	0.258	-0.017	0.273	0.154	1.000	0.064	-0.174	0.259	0.136	0.313	0.267	0.134	0.225	0.086	0.000
c	0.307	0.052	-0.079	0.120	0.129	0.064	1.000	0.295	0.121	0.098	0.128	0.152	0.950	0.493	0.118	0.062
hdl	0.116	-0.297	-0.151	-0.101	-0.116	-0.174	0.295	1.000	-0.231	-0.336	-0.243	-0.173	0.015	-0.642	0.217	0.000
cc	0.206	0.818	0.156	0.364	0.321	0.259	0.121	-0.231	1.000	0.674	0.822	0.915	0.207	0.326	0.128	0.104
pp	-0.106	0.796	0.257	0.277	0.264	0.136	0.098	-0.336	0.674	1.000	0.741	0.560	0.206	0.384	0.148	0.078
imc	0.206	0.812	-0.107	0.376	0.337	0.313	0.128	-0.243	0.822	0.741	1.000	0.850	0.214	0.336	0.000	0.097
cct	0.284	0.616	-0.223	0.320	0.287	0.267	0.152	-0.173	0.915	0.560	0.850	1.000	0.220	0.293	0.079	0.116
cnhdl	0.292	0.152	-0.034	0.156	0.172	0.134	0.950	0.015	0.207	0.206	0.214	0.220	1.000	0.720	0.000	0.041
chdl	0.162	0.325	0.074	0.201	0.212	0.225	0.493	-0.642	0.326	0.384	0.336	0.293	0.720	1.000	0.194	0.076
s	0.099	0.304	0.657	0.119	0.000	0.086	0.118	0.217	0.128	0.148	0.000	0.079	0.000	0.194	1.000	0.098
u	0.000	0.102	0.071	0.071	0.000	0.000	0.062	0.000	0.104	0.078	0.097	0.116	0.041	0.076	0.098	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	e	s	u	p	t	ts	td	gs	c	hdl	cc	pp	imc	cct	cnhdl	chdl
0	18	1	1	62.0	1.55	101.0	70.0	85	188.0	53	0.810	34.064583	25.806452	0.522581	135.0	3.547170
1	18	2	1	70.0	1.67	93.0	63.0	86	155.0	54	0.900	34.885000	25.099502	0.538922	101.0	2.870370
2	19	1	1	56.0	1.58	109.0	73.0	93	143.0	60	0.670	33.600000	22.432303	0.424051	83.0	2.383333
3	19	1	1	52.2	1.59	108.0	75.0	93	143.0	60	0.670	33.600000	20.647917	0.421384	83.0	2.383333
4	19	1	1	53.0	1.54	118.0	72.0	83	146.0	52	0.730	32.335833	22.347782	0.474026	94.0	2.807692
5	20	2	1	62.0	1.69	90.0	60.0	64	163.0	37	0.720	32.273333	21.707923	0.426036	126.0	4.405405
6	20	2	1	61.8	1.78	106.0	72.0	99	146.0	35	0.740	31.000000	19.505113	0.415730	111.0	4.171429
7	20	2	1	60.5	1.78	109.0	62.0	99	146.0	35	0.750	31.000000	19.094811	0.421348	111.0	4.171429
8	20	2	1	59.0	1.71	117.0	74.0	84	194.0	46	0.782	31.502500	20.177149	0.457310	148.0	4.217391
9	21	1	1	48.1	1.57	99.0	64.0	92	167.0	39	0.725	30.395000	19.513976	0.461783	128.0	4.282051

	e	s	u	p	t	ts	td	gs	c	hdl	cc	pp	imc	cct	cnhdl	chdl
631	64	1	4	74.000	1.45	120.0	70.0	157	302.0	49	1.110000	35.257500	35.196195	0.765517	253.0	6.163265
632	64	1	4	60.000	1.49	100.0	70.0	90	232.0	64	0.826073	32.490000	27.025810	0.554412	168.0	3.625000
633	69	1	4	77.000	1.52	110.0	50.0	138	137.0	25	1.100000	30.000000	33.327562	0.723684	112.0	5.480000
634	70	2	4	62.700	1.53	120.0	64.0	208	170.0	53	0.570000	33.000000	26.784570	0.372549	117.0	3.207547
635	70	1	4	94.000	1.51	120.0	60.0	176	163.0	32	0.760000	36.000000	41.226262	0.503311	131.0	5.093750
636	35	2	1	78.000	1.69	129.0	86.0	79	221.0	36	0.982000	38.884167	27.309968	0.581065	185.0	6.138889
637	36	1	4	99.000	1.68	125.0	88.0	100	189.0	50	1.170000	37.400000	35.076531	0.696429	139.0	3.780000
638	41	2	1	71.875	1.64	100.0	64.0	81	204.0	33	0.887500	39.000000	26.723305	0.541159	171.0	6.181818
639	42	2	1	63.300	1.69	121.0	75.0	80	230.0	48	0.830000	33.987500	22.163090	0.491124	182.0	4.791667
640	44	1	4	93.600	1.52	120.0	71.0	104	175.0	46	1.080000	35.765000	40.512465	0.710526	129.0	3.804348

Most frequently occurring

	e	s	u	p	t	ts	td	gs	c	hdl	cc	pp	imc	cct	cnhdl	chdl	# duplicates
0	22	2	1	62.3	1.71	106.0	76.0	76	149.0	34	0.81	32.474583	21.305701	0.473684	115.0	4.382353	2
1	58	1	3	78.4	1.50	160.0	80.0	95	211.0	43	1.09	35.983333	34.844444	0.726667	168.0	4.906977	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring